{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.936066666666665°C and 35.083200000000005°C\n",
      "with a speed of roughly 15.95812541254126°C per hour\n",
      "we see a voltage tempco of roughly 0.015665705006148084 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230124-124629_ADRmu5_15_35_TC_sweep.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu5 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
